1 code implementation • 2 Jan 2023 • Sumana Basu, Marc-André Legault, Adriana Romero-Soriano, Doina Precup
Drug dosing is an important application of AI, which can be formulated as a Reinforcement Learning (RL) problem.
1 code implementation • 5 Oct 2022 • Flemming Kondrup, Thomas Jiralerspong, Elaine Lau, Nathan de Lara, Jacob Shkrob, My Duc Tran, Doina Precup, Sumana Basu
We design a clinically relevant intermediate reward that encourages continuous improvement of the patient vitals as well as addresses the challenge of sparse reward in RL.
2 code implementations • 20 Jul 2020 • Luis Pineda, Sumana Basu, Adriana Romero, Roberto Calandra, Michal Drozdzal
Deep learning approaches have recently shown great promise in accelerating magnetic resonance image (MRI) acquisition.
1 code implementation • 28 Nov 2019 • Jhelum Chakravorty, Nadeem Ward, Julien Roy, Maxime Chevalier-Boisvert, Sumana Basu, Andrei Lupu, Doina Precup
In this paper, we investigate learning temporal abstractions in cooperative multi-agent systems, using the options framework (Sutton et al, 1999).